{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set(rc={'figure.figsize':(16,8)})\n",
    "\n",
    "data_path = '../data/train_data/host'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading dcos_docker.csv\n",
      "Reading os_linux.csv\n",
      "Reading db_oracle_11g.csv\n",
      "Reading mw_redis.csv\n",
      "Reading dcos_container.csv\n"
     ]
    }
   ],
   "source": [
    "dfs = {}\n",
    "for file in os.listdir(data_path):\n",
    "    print('Reading ' + file)\n",
    "    dfs[file[:-4]] = pd.read_csv(data_path+'/'+file) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['db_010', 'os_001', 'os_010', 'redis_011', 'redis_009', 'redis_006', 'redis_001', 'os_006', 'db_011', 'docker_006', 'docker_003', 'db_002', 'db_007', 'os_007', 'docker_007', 'os_013', 'os_021', 'redis_012', 'os_019', 'docker_008', 'redis_005', 'os_004', 'os_012', 'os_015', 'db_013', 'os_008', 'os_002', 'db_005', 'db_004', 'os_005', 'container_001', 'os_014', 'os_017', 'redis_002', 'db_012', 'redis_008', 'db_003', 'db_001', 'db_006', 'db_008', 'os_018', 'redis_003', 'redis_007', 'os_003', 'docker_002', 'os_022', 'db_009', 'os_016', 'container_002', 'redis_004', 'redis_010', 'docker_004', 'os_011', 'os_020', 'docker_005', 'docker_001', 'os_009']\n"
     ]
    }
   ],
   "source": [
    "kpis = set()\n",
    "for df in dfs:\n",
    "    kpis = kpis.union(set(dfs[df].cmdb_id.unique()))\n",
    "print((list(kpis)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1588607989000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfs['dcos_docker'].timestamp.unique()[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     host_type                       kpi min_data max_data interval is_flat\n",
      "0  dcos_docker    container_session_used     1372     1380     1min    True\n",
      "1  dcos_docker            container_fgct     1372     1380     1min    True\n",
      "2  dcos_docker        container_cpu_used     1372     1380     1min   False\n",
      "3  dcos_docker     container_thread_idle     1372     1380     1min    True\n",
      "4  dcos_docker  container_thread_running     1372     1380     1min    True\n"
     ]
    }
   ],
   "source": [
    "df_info = pd.DataFrame(columns=['host_type','kpi', 'min_data', 'max_data', 'interval', 'is_flat'])\n",
    "for key in dfs:\n",
    "    df = dfs[key]\n",
    "    for name in df.name.unique():\n",
    "        df_n = df[df.name==name]\n",
    "        b, s = 0, np.inf\n",
    "        for host in df_n.cmdb_id.unique():\n",
    "            df_nh = df_n[df_n.cmdb_id == host]\n",
    "            if df_nh.shape[0] > b:\n",
    "                b = df_nh.shape[0]\n",
    "            if df_nh.shape[0] < s:\n",
    "                s = df_nh.shape[0]\n",
    "        \n",
    "        if s > 720:\n",
    "            row = {'host_type': key, 'kpi': name, 'min_data': s, 'max_data': b, 'interval': '1min'}\n",
    "        elif s > 288:\n",
    "            row = {'host_type': key, 'kpi': name, 'min_data': s, 'max_data': b, 'interval': '2min'}\n",
    "        elif s > 48:\n",
    "            row = {'host_type': key, 'kpi': name, 'min_data': s, 'max_data': b, 'interval': '5min'}\n",
    "        else:\n",
    "            row = {'host_type': key, 'kpi': name, 'min_data': s, 'max_data': b, 'interval': '<=30min'}\n",
    "        row['is_flat'] = np.sum(df_n['value'] - np.mean(df_n['value'])) == 0\n",
    "        df_info = df_info.append(row, ignore_index=True)\n",
    "print(df_info.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_info.to_csv('kpi_summary_info.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            itemid                  name     bomc_id      timestamp     value  \\\n",
      "0         63309300   Sent_errors_packets  ZJ-001-070  1588521600000  0.000000   \n",
      "1  999999996431400  Processor_load_5_min  ZJ-001-005  1588521600000  0.011667   \n",
      "\n",
      "  cmdb_id  \n",
      "0  os_012  \n",
      "1  os_012  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='timestamp', ylabel='value'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = dfs['os_linux']\n",
    "print(df.head(2))\n",
    "sns.lineplot(x='timestamp', y='value', hue='cmdb_id', data=df[df.name == 'Num_of_processes'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_docker' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-8-05c844a72e24>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlineplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'timestamp'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'value'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhue\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'cmdb_id'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_docker\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf_docker\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'container_cpu_used'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf_docker\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcmdb_id\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;34m'docker_003'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'df_docker' is not defined"
     ]
    }
   ],
   "source": [
    "sns.lineplot(x='timestamp', y='value', hue='cmdb_id', data=df_docker[df_docker.name == 'container_cpu_used'][df_docker.cmdb_id=='docker_003'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_os_linux = dfs['os_linux']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sent_errors_packets 0.0\n",
      "Processor_load_5_min 675.1644509999999\n",
      "Disk_rd_ios 12.0\n",
      "CPU_util_pct 64169.939011\n",
      "Disk_io_util 16187.315354999997\n",
      "Num_of_processes 1473511.0\n",
      "Send_total 9837.065547\n",
      "Outgoing_network_traffic 9202.555670999998\n",
      "Memory_available_pct 2059172.5899999999\n",
      "Incoming_network_traffic 7583.297953\n",
      "Zombie_Process 137.0\n",
      "Recv_total 8758717.290057\n",
      "Page_po 12335163.0\n",
      "CPU_idle_pct 3103511.552033\n",
      "Processor_load_1_min 664.359662\n",
      "Agent_ping 31680.0\n",
      "Num_of_running_processes 7626.0\n",
      "ss_total 9780785.0\n",
      "Processor_load_15_min 719.20726\n",
      "Page_pi 564.3493679999999\n",
      "Disk_avgqu_sz 2114.771192\n",
      "Disk_wr_kbs 12055.04108\n",
      "Disk_await 68901.82\n",
      "Shared_memory 1646679308.0\n",
      "CPU_user_time 30221.877012000004\n",
      "Disk_svctm 33201.31999999999\n",
      "Disk_wr_ios 192483.0\n",
      "Memory_used_pct 1102670.89\n",
      "CPU_iowait_time 2520.4566449999998\n",
      "System_wait_queue_length 6746.0\n",
      "CPU_system_time 20618.078096999998\n",
      "Disk_rd_kbs 0.551258\n",
      "Memory_available 813757.6821399999\n",
      "Memory_used 348181.67344700004\n",
      "System_block_queue_length 78.0\n",
      "Received_packets 9071895.0\n",
      "Received_errors_packets 0.0\n",
      "Memory_free 119065.89116\n",
      "Sent_queue 2964908.0\n",
      "Cache_used 38281.438909000004\n",
      "Received_queue 2375183.0\n",
      "Buffers_used 5410.965303\n",
      "FS_used_space 334184.02982000005\n",
      "Sent_packets 8659973.0\n",
      "FS_used_pct 234036.3642\n",
      "FS_total_space 695997.9648\n",
      "FS_max_util 342148.0\n",
      "ICMP_ping 31680.0\n",
      "FS_max_avail 106017.05041\n",
      "Swap_used_pct 0.0\n",
      "Memory_total 19365.445176\n"
     ]
    }
   ],
   "source": [
    "for name in list(df_os_linux['name'].unique()):\n",
    "    total_kpis += 1\n",
    "\n",
    "    print(name, df_os_linux[df_os_linux.name == name]['value'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'sns' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-7620b76ef011>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlineplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'timestamp'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'value'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhue\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'cmdb_id'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_os_linux\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdf_os_linux\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'Sent_packets'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'sns' is not defined"
     ]
    }
   ],
   "source": [
    "sns.lineplot(x='timestamp', y='value', hue='cmdb_id', data=df_os_linux[df_os_linux.name == 'Sent_packets'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "51"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_os_linux[df_os_linux.cmdb_id == 'os_012'][''].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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